[4360] | 1 | #region License Information
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| 2 | /* HeuristicLab
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[11171] | 3 | * Copyright (C) 2002-2014 Heuristic and Evolutionary Algorithms Laboratory (HEAL)
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[4360] | 4 | *
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| 5 | * This file is part of HeuristicLab.
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| 6 | *
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| 7 | * HeuristicLab is free software: you can redistribute it and/or modify
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| 8 | * it under the terms of the GNU General Public License as published by
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| 9 | * the Free Software Foundation, either version 3 of the License, or
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| 10 | * (at your option) any later version.
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| 11 | *
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| 12 | * HeuristicLab is distributed in the hope that it will be useful,
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| 13 | * but WITHOUT ANY WARRANTY; without even the implied warranty of
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| 14 | * MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the
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| 15 | * GNU General Public License for more details.
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| 16 | *
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| 17 | * You should have received a copy of the GNU General Public License
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| 18 | * along with HeuristicLab. If not, see <http://www.gnu.org/licenses/>.
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| 19 | */
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| 20 | #endregion
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| 21 |
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| 22 | using System;
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| 23 | using System.Collections.Generic;
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| 24 | using System.Drawing;
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| 25 | using System.Linq;
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[8720] | 26 | using HeuristicLab.Analysis;
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[4360] | 27 | using HeuristicLab.Common;
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| 28 | using HeuristicLab.Core;
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| 29 | using HeuristicLab.Data;
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| 30 | using HeuristicLab.Optimization;
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| 31 | using HeuristicLab.Parameters;
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| 32 | using HeuristicLab.Persistence.Default.CompositeSerializers.Storable;
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| 33 | using HeuristicLab.PluginInfrastructure;
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[7934] | 34 | using HeuristicLab.Problems.Instances;
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[11302] | 35 | using HeuristicLab.Problems.VehicleRouting.Encodings.Alba;
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[4362] | 36 | using HeuristicLab.Problems.VehicleRouting.Interfaces;
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[7934] | 37 | using HeuristicLab.Problems.VehicleRouting.Interpreters;
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[4362] | 38 | using HeuristicLab.Problems.VehicleRouting.ProblemInstances;
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[4365] | 39 | using HeuristicLab.Problems.VehicleRouting.Variants;
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[4360] | 40 |
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| 41 | namespace HeuristicLab.Problems.VehicleRouting {
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| 42 | [Item("Vehicle Routing Problem", "Represents a Vehicle Routing Problem.")]
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| 43 | [Creatable("Problems")]
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| 44 | [StorableClass]
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[11285] | 45 | public sealed class VehicleRoutingProblem : Problem, ISingleObjectiveHeuristicOptimizationProblem, IStorableContent, IProblemInstanceConsumer<IVRPData> {
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[4444] | 46 | public string Filename { get; set; }
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[7203] | 47 |
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| 48 | public static new Image StaticItemImage {
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[5867] | 49 | get { return HeuristicLab.Common.Resources.VSImageLibrary.Type; }
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[4360] | 50 | }
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| 51 |
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[4362] | 52 | #region Parameter Properties
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| 53 | public ValueParameter<BoolValue> MaximizationParameter {
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| 54 | get { return (ValueParameter<BoolValue>)Parameters["Maximization"]; }
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[4360] | 55 | }
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[5867] | 56 | IParameter ISingleObjectiveHeuristicOptimizationProblem.MaximizationParameter {
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[4362] | 57 | get { return MaximizationParameter; }
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[4360] | 58 | }
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[4362] | 59 | public ValueParameter<IVRPProblemInstance> ProblemInstanceParameter {
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| 60 | get { return (ValueParameter<IVRPProblemInstance>)Parameters["ProblemInstance"]; }
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| 61 | }
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| 62 | public OptionalValueParameter<DoubleValue> BestKnownQualityParameter {
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| 63 | get { return (OptionalValueParameter<DoubleValue>)Parameters["BestKnownQuality"]; }
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| 64 | }
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[5867] | 65 | IParameter ISingleObjectiveHeuristicOptimizationProblem.BestKnownQualityParameter {
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[4362] | 66 | get { return BestKnownQualityParameter; }
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| 67 | }
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[4860] | 68 | public OptionalValueParameter<VRPSolution> BestKnownSolutionParameter {
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| 69 | get { return (OptionalValueParameter<VRPSolution>)Parameters["BestKnownSolution"]; }
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| 70 | }
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[8121] | 71 | public IConstrainedValueParameter<IVRPCreator> SolutionCreatorParameter {
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| 72 | get { return (IConstrainedValueParameter<IVRPCreator>)Parameters["SolutionCreator"]; }
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[4360] | 73 | }
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[5867] | 74 | IParameter IHeuristicOptimizationProblem.SolutionCreatorParameter {
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[4365] | 75 | get { return SolutionCreatorParameter; }
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[4362] | 76 | }
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[4365] | 77 | public IValueParameter<IVRPEvaluator> EvaluatorParameter {
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| 78 | get { return (IValueParameter<IVRPEvaluator>)Parameters["Evaluator"]; }
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| 79 | }
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[5867] | 80 | IParameter IHeuristicOptimizationProblem.EvaluatorParameter {
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[4365] | 81 | get { return EvaluatorParameter; }
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| 82 | }
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[4362] | 83 | #endregion
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[4360] | 84 |
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[4362] | 85 | #region Properties
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| 86 | public IVRPProblemInstance ProblemInstance {
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| 87 | get { return ProblemInstanceParameter.Value; }
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| 88 | set { ProblemInstanceParameter.Value = value; }
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[4360] | 89 | }
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| 90 |
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[4860] | 91 | public VRPSolution BestKnownSolution {
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| 92 | get { return BestKnownSolutionParameter.Value; }
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| 93 | set { BestKnownSolutionParameter.Value = value; }
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| 94 | }
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| 95 |
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[7852] | 96 | public DoubleValue BestKnownQuality {
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| 97 | get { return BestKnownQualityParameter.Value; }
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| 98 | set { BestKnownQualityParameter.Value = value; }
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| 99 | }
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| 100 |
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[4362] | 101 | public ISingleObjectiveEvaluator Evaluator {
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[7852] | 102 | get { return EvaluatorParameter.Value; }
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[4360] | 103 | }
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| 104 |
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[5867] | 105 | IEvaluator IHeuristicOptimizationProblem.Evaluator {
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[4362] | 106 | get { return this.Evaluator; }
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[4360] | 107 | }
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| 108 |
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[8121] | 109 | ISolutionCreator IHeuristicOptimizationProblem.SolutionCreator {
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[7852] | 110 | get { return SolutionCreatorParameter.Value; }
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[4360] | 111 | }
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[8121] | 112 | public IVRPCreator SolutionCreator {
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| 113 | get { return SolutionCreatorParameter.Value; }
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| 114 | set { SolutionCreatorParameter.Value = value; }
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| 115 | }
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[8720] | 116 | private SingleObjectivePopulationDiversityAnalyzer SingleObjectivePopulationDiversityAnalyzer {
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| 117 | get { return Operators.OfType<SingleObjectivePopulationDiversityAnalyzer>().FirstOrDefault(); }
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| 118 | }
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[4360] | 119 | #endregion
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| 120 |
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| 121 | [StorableConstructor]
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| 122 | private VehicleRoutingProblem(bool deserializing) : base(deserializing) { }
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| 123 | public VehicleRoutingProblem()
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| 124 | : base() {
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| 125 | Parameters.Add(new ValueParameter<BoolValue>("Maximization", "Set to false as the Vehicle Routing Problem is a minimization problem.", new BoolValue(false)));
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[4362] | 126 | Parameters.Add(new ValueParameter<IVRPProblemInstance>("ProblemInstance", "The VRP problem instance"));
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| 127 | Parameters.Add(new OptionalValueParameter<DoubleValue>("BestKnownQuality", "The quality of the best known solution of this VRP instance."));
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[4860] | 128 | Parameters.Add(new OptionalValueParameter<VRPSolution>("BestKnownSolution", "The best known solution of this VRP instance."));
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[4365] | 129 |
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[7852] | 130 | Parameters.Add(new ConstrainedValueParameter<IVRPCreator>("SolutionCreator", "The operator which should be used to create new VRP solutions."));
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| 131 | Parameters.Add(new ValueParameter<IVRPEvaluator>("Evaluator", "The operator which should be used to evaluate VRP solutions."));
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| 132 |
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| 133 | EvaluatorParameter.Hidden = true;
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| 134 |
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[4360] | 135 | InitializeRandomVRPInstance();
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[4365] | 136 | InitializeOperators();
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[4360] | 137 |
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| 138 | AttachEventHandlers();
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[4362] | 139 | AttachProblemInstanceEventHandlers();
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[10363] | 140 |
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| 141 | EvaluatorParameter.Value = ProblemInstance.SolutionEvaluator;
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[4360] | 142 | }
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| 143 |
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| 144 | public override IDeepCloneable Clone(Cloner cloner) {
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[7906] | 145 | cloner.Clone(ProblemInstance);
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[4752] | 146 | return new VehicleRoutingProblem(this, cloner);
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[4360] | 147 | }
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| 148 |
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[4752] | 149 | private VehicleRoutingProblem(VehicleRoutingProblem original, Cloner cloner)
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| 150 | : base(original, cloner) {
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| 151 | this.AttachEventHandlers();
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[10360] | 152 | this.AttachProblemInstanceEventHandlers();
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[10363] | 153 |
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| 154 | ProblemInstance.SolutionEvaluator = EvaluatorParameter.Value;
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[4752] | 155 | }
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| 156 |
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[4360] | 157 | #region Events
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| 158 | public event EventHandler SolutionCreatorChanged;
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| 159 | private void OnSolutionCreatorChanged() {
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| 160 | EventHandler handler = SolutionCreatorChanged;
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| 161 | if (handler != null) handler(this, EventArgs.Empty);
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| 162 | }
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| 163 | public event EventHandler EvaluatorChanged;
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| 164 | private void OnEvaluatorChanged() {
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| 165 | EventHandler handler = EvaluatorChanged;
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| 166 | if (handler != null) handler(this, EventArgs.Empty);
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| 167 | }
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| 168 | #endregion
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| 169 |
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| 170 | #region Helpers
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| 171 | [StorableHook(HookType.AfterDeserialization)]
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[7934] | 172 | private void AfterDeserialization() {
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[4360] | 173 | AttachEventHandlers();
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[4362] | 174 | AttachProblemInstanceEventHandlers();
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[10363] | 175 |
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| 176 | ProblemInstance.SolutionEvaluator = EvaluatorParameter.Value;
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[4360] | 177 | }
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| 178 |
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[8006] | 179 | [Storable(Name = "operators", AllowOneWay = true)]
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| 180 | private List<IOperator> StorableOperators {
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| 181 | set { Operators.AddRange(value); }
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| 182 | }
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| 183 |
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[4360] | 184 | private void AttachEventHandlers() {
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[4362] | 185 | ProblemInstanceParameter.ValueChanged += new EventHandler(ProblemInstanceParameter_ValueChanged);
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[7861] | 186 | BestKnownSolutionParameter.ValueChanged += new EventHandler(BestKnownSolutionParameter_ValueChanged);
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[8006] | 187 | EvaluatorParameter.ValueChanged += new EventHandler(EvaluatorParameter_ValueChanged);
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| 188 | SolutionCreatorParameter.ValueChanged += new EventHandler(SolutionCreatorParameter_ValueChanged);
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[4360] | 189 | }
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[4362] | 190 |
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| 191 | private void AttachProblemInstanceEventHandlers() {
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| 192 | if (ProblemInstance != null) {
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[7852] | 193 | ProblemInstance.EvaluationChanged += new EventHandler(ProblemInstance_EvaluationChanged);
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[7934] | 194 | }
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[7852] | 195 | }
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[4860] | 196 |
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[7861] | 197 | private void EvalBestKnownSolution() {
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[7852] | 198 | if (BestKnownSolution != null) {
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| 199 | //call evaluator
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| 200 | BestKnownQuality = new DoubleValue(ProblemInstance.Evaluate(BestKnownSolution.Solution).Quality);
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| 201 | BestKnownSolution.Quality = BestKnownQuality;
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| 202 | } else {
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| 203 | BestKnownQuality = null;
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[4362] | 204 | }
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[4360] | 205 | }
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[4362] | 206 |
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[7861] | 207 | void BestKnownSolutionParameter_ValueChanged(object sender, EventArgs e) {
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| 208 | EvalBestKnownSolution();
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| 209 | }
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| 210 |
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| 211 | void ProblemInstance_EvaluationChanged(object sender, EventArgs e) {
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| 212 | EvalBestKnownSolution();
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| 213 | }
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| 214 |
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[4362] | 215 | void ProblemInstanceParameter_ValueChanged(object sender, EventArgs e) {
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[7853] | 216 | InitializeOperators();
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[4362] | 217 | AttachProblemInstanceEventHandlers();
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[4365] | 218 |
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[10363] | 219 | EvaluatorParameter.Value = ProblemInstance.SolutionEvaluator;
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| 220 |
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[4365] | 221 | OnSolutionCreatorChanged();
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| 222 | OnEvaluatorChanged();
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| 223 | OnOperatorsChanged();
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[4360] | 224 | }
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[6907] | 225 |
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| 226 | public void SetProblemInstance(IVRPProblemInstance instance) {
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| 227 | ProblemInstanceParameter.ValueChanged -= new EventHandler(ProblemInstanceParameter_ValueChanged);
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| 228 |
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| 229 | ProblemInstance = instance;
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| 230 | AttachProblemInstanceEventHandlers();
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| 231 |
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| 232 | OnSolutionCreatorChanged();
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| 233 | OnEvaluatorChanged();
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| 234 |
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| 235 | ProblemInstanceParameter.ValueChanged += new EventHandler(ProblemInstanceParameter_ValueChanged);
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| 236 | }
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| 237 |
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[4362] | 238 | private void SolutionCreatorParameter_ValueChanged(object sender, EventArgs e) {
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| 239 | OnSolutionCreatorChanged();
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[4360] | 240 | }
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[4362] | 241 | private void EvaluatorParameter_ValueChanged(object sender, EventArgs e) {
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[8006] | 242 | if (ProblemInstance != null)
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| 243 | ProblemInstance.SolutionEvaluator = EvaluatorParameter.Value;
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[4362] | 244 | OnEvaluatorChanged();
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[4360] | 245 | }
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[4365] | 246 |
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| 247 | private void InitializeOperators() {
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[8346] | 248 | var solutionCreatorParameter = SolutionCreatorParameter as ConstrainedValueParameter<IVRPCreator>;
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| 249 | solutionCreatorParameter.ValidValues.Clear();
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| 250 |
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[8006] | 251 | Operators.Clear();
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[4365] | 252 |
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| 253 | if (ProblemInstance != null) {
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[8006] | 254 | Operators.AddRange(
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[4365] | 255 | ProblemInstance.Operators.Concat(
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| 256 | ApplicationManager.Manager.GetInstances<IGeneralVRPOperator>().Cast<IOperator>()).OrderBy(op => op.Name));
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[8346] | 257 | Operators.Add(new VRPSimilarityCalculator());
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[8720] | 258 | Operators.Add(new SingleObjectivePopulationDiversityAnalyzer());
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[8346] | 259 |
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| 260 | IVRPCreator defaultCreator = null;
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| 261 | foreach (IVRPCreator creator in Operators.Where(o => o is IVRPCreator)) {
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| 262 | solutionCreatorParameter.ValidValues.Add(creator);
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| 263 | if (creator is Encodings.Alba.RandomCreator)
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| 264 | defaultCreator = creator;
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| 265 | }
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[11302] | 266 | Operators.Add(new AlbaLambdaInterchangeLocalImprovementOperator());
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[8346] | 267 | if (defaultCreator != null)
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| 268 | solutionCreatorParameter.Value = defaultCreator;
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[4365] | 269 | }
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| 270 |
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| 271 | ParameterizeOperators();
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| 272 | }
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| 273 |
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| 274 | private void ParameterizeOperators() {
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[7999] | 275 | foreach (IOperator op in Operators.OfType<IOperator>()) {
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[4365] | 276 | if (op is IMultiVRPOperator) {
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[7999] | 277 | (op as IMultiVRPOperator).SetOperators(Operators.OfType<IOperator>());
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[4365] | 278 | }
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| 279 | }
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[8346] | 280 | if (ProblemInstance != null) {
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| 281 | foreach (ISingleObjectiveImprovementOperator op in Operators.OfType<ISingleObjectiveImprovementOperator>()) {
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| 282 | op.SolutionParameter.ActualName = SolutionCreator.VRPToursParameter.ActualName;
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| 283 | op.SolutionParameter.Hidden = true;
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| 284 | }
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| 285 | foreach (ISingleObjectivePathRelinker op in Operators.OfType<ISingleObjectivePathRelinker>()) {
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| 286 | op.ParentsParameter.ActualName = SolutionCreator.VRPToursParameter.ActualName;
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| 287 | op.ParentsParameter.Hidden = true;
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| 288 | }
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| 289 | foreach (VRPSimilarityCalculator op in Operators.OfType<VRPSimilarityCalculator>()) {
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| 290 | op.SolutionVariableName = SolutionCreator.VRPToursParameter.ActualName;
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| 291 | op.QualityVariableName = ProblemInstance.SolutionEvaluator.QualityParameter.ActualName;
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| 292 | op.ProblemInstance = ProblemInstance;
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| 293 | }
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[8720] | 294 | if (SingleObjectivePopulationDiversityAnalyzer != null) {
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| 295 | SingleObjectivePopulationDiversityAnalyzer.MaximizationParameter.ActualName = MaximizationParameter.Name;
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| 296 | SingleObjectivePopulationDiversityAnalyzer.QualityParameter.ActualName = ProblemInstance.SolutionEvaluator.QualityParameter.ActualName;
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| 297 | SingleObjectivePopulationDiversityAnalyzer.ResultsParameter.ActualName = "Results";
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| 298 | SingleObjectivePopulationDiversityAnalyzer.SimilarityCalculator = Operators.OfType<VRPSimilarityCalculator>().SingleOrDefault();
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| 299 | }
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[8346] | 300 | }
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[4365] | 301 | }
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[8346] | 302 |
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[4360] | 303 | #endregion
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| 304 |
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| 305 | private void InitializeRandomVRPInstance() {
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| 306 | System.Random rand = new System.Random();
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| 307 |
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[4362] | 308 | CVRPTWProblemInstance problem = new CVRPTWProblemInstance();
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[4360] | 309 | int cities = 100;
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[4362] | 310 |
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| 311 | problem.Coordinates = new DoubleMatrix(cities + 1, 2);
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| 312 | problem.Demand = new DoubleArray(cities + 1);
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| 313 | problem.DueTime = new DoubleArray(cities + 1);
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| 314 | problem.ReadyTime = new DoubleArray(cities + 1);
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| 315 | problem.ServiceTime = new DoubleArray(cities + 1);
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| 316 |
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| 317 | problem.Vehicles.Value = 100;
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| 318 | problem.Capacity.Value = 200;
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| 319 |
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| 320 | for (int i = 0; i <= cities; i++) {
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| 321 | problem.Coordinates[i, 0] = rand.Next(0, 100);
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| 322 | problem.Coordinates[i, 1] = rand.Next(0, 100);
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| 323 |
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| 324 | if (i == 0) {
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| 325 | problem.Demand[i] = 0;
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| 326 | problem.DueTime[i] = Int16.MaxValue;
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| 327 | problem.ReadyTime[i] = 0;
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| 328 | problem.ServiceTime[i] = 0;
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| 329 | } else {
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| 330 | problem.Demand[i] = rand.Next(10, 50);
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[6851] | 331 | problem.DueTime[i] = rand.Next((int)Math.Ceiling(problem.GetDistance(0, i, null)), 1200);
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[4362] | 332 | problem.ReadyTime[i] = problem.DueTime[i] - rand.Next(0, 100);
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| 333 | problem.ServiceTime[i] = 90;
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| 334 | }
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| 335 | }
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| 336 |
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| 337 | this.ProblemInstance = problem;
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[4360] | 338 | }
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[4860] | 339 |
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| 340 | public void ImportSolution(string solutionFileName) {
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| 341 | SolutionParser parser = new SolutionParser(solutionFileName);
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| 342 | parser.Parse();
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| 343 |
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| 344 | HeuristicLab.Problems.VehicleRouting.Encodings.Potvin.PotvinEncoding encoding = new Encodings.Potvin.PotvinEncoding(ProblemInstance);
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| 345 |
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| 346 | int cities = 0;
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| 347 | foreach (List<int> route in parser.Routes) {
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| 348 | Tour tour = new Tour();
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| 349 | tour.Stops.AddRange(route);
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| 350 | cities += tour.Stops.Count;
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| 351 |
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| 352 | encoding.Tours.Add(tour);
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| 353 | }
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| 354 |
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| 355 | if (cities != ProblemInstance.Coordinates.Rows - 1)
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| 356 | ErrorHandling.ShowErrorDialog(new Exception("The optimal solution does not seem to correspond with the problem data"));
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| 357 | else {
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| 358 | VRPSolution solution = new VRPSolution(ProblemInstance, encoding, new DoubleValue(0));
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[7852] | 359 | BestKnownSolutionParameter.Value = solution;
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[4860] | 360 | }
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| 361 | }
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[7871] | 362 |
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[8905] | 363 | #region Instance Consuming
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| 364 | public void Load(IVRPData data, IVRPDataInterpreter interpreter) {
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| 365 | VRPInstanceDescription instance = interpreter.Interpret(data);
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[7871] | 366 |
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[8905] | 367 | Name = instance.Name;
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| 368 | Description = instance.Description;
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[10860] | 369 |
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| 370 | BestKnownQuality = null;
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| 371 | BestKnownSolution = null;
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| 372 |
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[8905] | 373 | if (ProblemInstance != null && instance.ProblemInstance != null &&
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| 374 | instance.ProblemInstance.GetType() == ProblemInstance.GetType())
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| 375 | SetProblemInstance(instance.ProblemInstance);
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| 376 | else
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| 377 | ProblemInstance = instance.ProblemInstance;
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[7871] | 378 |
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[8905] | 379 | OnReset();
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[7871] | 380 |
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[8905] | 381 | if (instance.BestKnownQuality != null) {
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| 382 | BestKnownQuality = new DoubleValue((double)instance.BestKnownQuality);
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| 383 | }
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[7871] | 384 |
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[8905] | 385 | if (instance.BestKnownSolution != null) {
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| 386 | VRPSolution solution = new VRPSolution(ProblemInstance, instance.BestKnownSolution, new DoubleValue(0));
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| 387 | BestKnownSolution = solution;
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[7934] | 388 | }
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[7871] | 389 | }
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[10435] | 390 | #endregion
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[8905] | 391 |
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[10435] | 392 | #region IProblemInstanceConsumer<VRPData> Members
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[8905] | 393 |
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[11285] | 394 | public void Load(IVRPData data) {
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[10651] | 395 | var interpreterDataType = data.GetType();
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| 396 | var interpreterType = typeof(IVRPDataInterpreter<>).MakeGenericType(interpreterDataType);
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[8905] | 397 |
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[10651] | 398 | var interpreters = ApplicationManager.Manager.GetTypes(interpreterType);
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| 399 |
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| 400 | var concreteInterpreter = interpreters.Single(t => GetInterpreterDataType(t) == interpreterDataType);
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| 401 |
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| 402 | Load(data, (IVRPDataInterpreter)Activator.CreateInstance(concreteInterpreter));
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[8905] | 403 | }
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| 404 |
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[10651] | 405 | private Type GetInterpreterDataType(Type type) {
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| 406 | var parentInterfaces = type.BaseType.GetInterfaces();
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| 407 | var interfaces = type.GetInterfaces().Except(parentInterfaces);
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| 408 |
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| 409 | var interpreterInterface = interfaces.Single(i => typeof(IVRPDataInterpreter).IsAssignableFrom(i));
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| 410 | return interpreterInterface.GetGenericArguments()[0];
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| 411 | }
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| 412 |
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[8905] | 413 | #endregion
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[4360] | 414 | }
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| 415 | }
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